Overview

Dataset Statistics

Number of Variables 31
Number of Rows 213605
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 655
Duplicate Rows (%) 0.3%
Total Size in Memory 52.1 MB
Average Row Size in Memory 256.0 B
Variable Types
  • Numerical: 30
  • Categorical: 1

Dataset Insights

V5 and V9 have similar distributions Similar Distribution
V5 and V13 have similar distributions Similar Distribution
V7 and V15 have similar distributions Similar Distribution
V7 and V16 have similar distributions Similar Distribution
V7 and V18 have similar distributions Similar Distribution
V9 and V11 have similar distributions Similar Distribution
V9 and V13 have similar distributions Similar Distribution
V9 and V15 have similar distributions Similar Distribution
V10 and V13 have similar distributions Similar Distribution
V11 and V13 have similar distributions Similar Distribution
V13 and V15 have similar distributions Similar Distribution
V13 and V16 have similar distributions Similar Distribution
V14 and V16 have similar distributions Similar Distribution
V14 and V18 have similar distributions Similar Distribution
V16 and V18 have similar distributions Similar Distribution
V17 and V18 have similar distributions Similar Distribution
V17 and V22 have similar distributions Similar Distribution
V18 and V19 have similar distributions Similar Distribution
V18 and V22 have similar distributions Similar Distribution
V1 is skewed Skewed
V2 is skewed Skewed
V3 is skewed Skewed
V4 is skewed Skewed
V5 is skewed Skewed
V6 is skewed Skewed
V7 is skewed Skewed
V8 is skewed Skewed
V9 is skewed Skewed
V10 is skewed Skewed
V12 is skewed Skewed
V14 is skewed Skewed
V16 is skewed Skewed
V17 is skewed Skewed
V18 is skewed Skewed
V19 is skewed Skewed
V20 is skewed Skewed
V21 is skewed Skewed
V22 is skewed Skewed
V23 is skewed Skewed
V25 is skewed Skewed
V27 is skewed Skewed
V28 is skewed Skewed
Amount is skewed Skewed
Class has constant length 1 Constant Length
V1 has 106059 (49.65%) negatives Negatives
V2 has 100833 (47.21%) negatives Negatives
V3 has 96094 (44.99%) negatives Negatives
V4 has 107999 (50.56%) negatives Negatives
V5 has 111796 (52.34%) negatives Negatives
V6 has 132251 (61.91%) negatives Negatives
V7 has 102000 (47.75%) negatives Negatives
V8 has 101659 (47.59%) negatives Negatives
V9 has 111963 (52.42%) negatives Negatives
V10 has 119879 (56.12%) negatives Negatives
V11 has 109213 (51.13%) negatives Negatives
V12 has 90885 (42.55%) negatives Negatives
V13 has 108223 (50.67%) negatives Negatives
V14 has 100394 (47.0%) negatives Negatives
V15 has 102196 (47.84%) negatives Negatives
V16 has 99198 (46.44%) negatives Negatives
V17 has 115056 (53.86%) negatives Negatives
V18 has 107208 (50.19%) negatives Negatives
V19 has 106327 (49.78%) negatives Negatives
V20 has 126574 (59.26%) negatives Negatives
V21 has 114904 (53.79%) negatives Negatives
V22 has 106142 (49.69%) negatives Negatives
V23 has 111214 (52.07%) negatives Negatives
V24 has 95792 (44.85%) negatives Negatives
V25 has 104440 (48.89%) negatives Negatives
V26 has 113838 (53.29%) negatives Negatives
V27 has 105788 (49.53%) negatives Negatives
V28 has 94375 (44.18%) negatives Negatives
  • 1
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  • 3
  • 4
  • 5
  • 6
  • 7
  • 8

Variables

Time

numerical

Approximate Distinct Count 110631
Approximate Unique (%) 51.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 94782.3886
Minimum 0
Maximum 172792
Zeros 2
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Time is skewed left (γ1 = -0.0345)

Quantile Statistics

Minimum 0
5-th Percentile 25361.2
Q1 54232
Median 84678
Q3 139270
95-th Percentile 164133
Maximum 172792
Range 172792
IQR 85038

Descriptive Statistics

Mean 94782.3886
Standard Deviation 47473.1987
Variance 2.2537e+09
Sum 2.0246e+10
Skewness -0.03452
Kurtosis -1.2925
Coefficient of Variation 0.5009
  • Time is not normally distributed (p-value 2.342392476575297e-05)

V1

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00090278
Minimum -56.4075
Maximum 2.4519
Zeros 0
Zeros (%) 0.0%
Negatives 106059
Negatives (%) 49.6%
  • V1 is skewed left (γ1 = -3.2646)

Quantile Statistics

Minimum -56.4075
5-th Percentile -2.8963
Q1 -0.9204
Median 0.01885
Q3 1.3159
95-th Percentile 2.0809
Maximum 2.4519
Range 58.8594
IQR 2.2363

Descriptive Statistics

Mean 0.00090278
Standard Deviation 1.9556
Variance 3.8243
Sum 192.8387
Skewness -3.2646
Kurtosis 32.7257
Coefficient of Variation 2166.1593
  • V1 is not normally distributed (p-value 5.92555978065108e-14)
  • V1 has 5305 outliers

V2

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.004569
Minimum -72.7157
Maximum 19.1672
Zeros 0
Zeros (%) 0.0%
Negatives 100833
Negatives (%) 47.2%
  • V2 is skewed left (γ1 = -4.9852)

Quantile Statistics

Minimum -72.7157
5-th Percentile -1.9776
Q1 -0.6008
Median 0.0636
Q3 0.803
95-th Percentile 1.8075
Maximum 19.1672
Range 91.883
IQR 1.4038

Descriptive Statistics

Mean -0.004569
Standard Deviation 1.6628
Variance 2.7648
Sum -975.9406
Skewness -4.9852
Kurtosis 105.1619
Coefficient of Variation -363.933
  • V2 is not normally distributed (p-value 1.0240287435851179e-21)
  • V2 has 10159 outliers

V3

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.002032
Minimum -32.4542
Maximum 9.3826
Zeros 0
Zeros (%) 0.0%
Negatives 96094
Negatives (%) 45.0%
  • V3 is skewed left (γ1 = -1.9161)

Quantile Statistics

Minimum -32.4542
5-th Percentile -2.3922
Q1 -0.8896
Median 0.1784
Q3 1.0281
95-th Percentile 2.066
Maximum 9.3826
Range 41.8368
IQR 1.9177

Descriptive Statistics

Mean 0.002032
Standard Deviation 1.5029
Variance 2.2587
Sum 434.0581
Skewness -1.9161
Kurtosis 18.9835
Coefficient of Variation 739.5869
  • V3 is not normally distributed (p-value 7.312065265808751e-12)
  • V3 has 2507 outliers

V4

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.002642
Minimum -5.6832
Maximum 16.8753
Zeros 0
Zeros (%) 0.0%
Negatives 107999
Negatives (%) 50.6%
  • V4 is skewed right (γ1 = 0.6825)

Quantile Statistics

Minimum -5.6832
5-th Percentile -2.1903
Q1 -0.8471
Median -0.01883
Q3 0.745
95-th Percentile 2.5748
Maximum 16.8753
Range 22.5585
IQR 1.5921

Descriptive Statistics

Mean 0.002642
Standard Deviation 1.4158
Variance 2.0044
Sum 564.3889
Skewness 0.6825
Kurtosis 2.6633
Coefficient of Variation 535.8328
  • V4 is not normally distributed (p-value 5.707201955839353e-08)
  • V4 has 8372 outliers

V5

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.002324
Minimum -42.1479
Maximum 34.8017
Zeros 0
Zeros (%) 0.0%
Negatives 111796
Negatives (%) 52.3%
  • V5 is skewed left (γ1 = -0.1359)

Quantile Statistics

Minimum -42.1479
5-th Percentile -1.7028
Q1 -0.693
Median -0.05514
Q3 0.6114
95-th Percentile 2.1071
Maximum 34.8017
Range 76.9496
IQR 1.3044

Descriptive Statistics

Mean 0.002324
Standard Deviation 1.3645
Variance 1.8618
Sum 496.4994
Skewness -0.1359
Kurtosis 46.2772
Coefficient of Variation 587.0342
  • V5 is not normally distributed (p-value 1.4931406980883337e-20)
  • V5 has 9246 outliers

V6

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.002056
Minimum -26.1605
Maximum 22.5293
Zeros 0
Zeros (%) 0.0%
Negatives 132251
Negatives (%) 61.9%
  • V6 is skewed right (γ1 = 1.1853)

Quantile Statistics

Minimum -26.1605
5-th Percentile -1.4066
Q1 -0.7672
Median -0.2735
Q3 0.4025
95-th Percentile 3.1664
Maximum 22.5293
Range 48.6898
IQR 1.1696

Descriptive Statistics

Mean 0.002056
Standard Deviation 1.3298
Variance 1.7683
Sum 439.1555
Skewness 1.1853
Kurtosis 10.938
Coefficient of Variation 646.7939
  • V6 is not normally distributed (p-value 5.233301726573196e-19)
  • V6 has 17332 outliers

V7

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00074873
Minimum -37.0603
Maximum 36.6773
Zeros 0
Zeros (%) 0.0%
Negatives 102000
Negatives (%) 47.8%
  • V7 is skewed left (γ1 = -0.4853)

Quantile Statistics

Minimum -37.0603
5-th Percentile -1.4322
Q1 -0.5544
Median 0.03848
Q3 0.5693
95-th Percentile 1.4047
Maximum 36.6773
Range 73.7376
IQR 1.1236

Descriptive Statistics

Mean -0.00074873
Standard Deviation 1.2083
Variance 1.4601
Sum -159.9321
Skewness -0.4853
Kurtosis 78.5832
Coefficient of Variation -1613.8404
  • V7 is not normally distributed (p-value 7.396623353164527e-20)
  • V7 has 6744 outliers

V8

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00115
Minimum -73.2167
Maximum 20.0072
Zeros 0
Zeros (%) 0.0%
Negatives 101659
Negatives (%) 47.6%
  • V8 is skewed left (γ1 = -8.8408)

Quantile Statistics

Minimum -73.2167
5-th Percentile -0.8459
Q1 -0.2082
Median 0.0224
Q3 0.3277
95-th Percentile 1.0486
Maximum 20.0072
Range 93.2239
IQR 0.536

Descriptive Statistics

Mean -0.00115
Standard Deviation 1.1943
Variance 1.4263
Sum -245.7082
Skewness -8.8408
Kurtosis 233.1042
Coefficient of Variation -1038.2309
  • V8 is not normally distributed (p-value 5.923246871436821e-25)
  • V8 has 18108 outliers

V9

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00031237
Minimum -11.1266
Maximum 15.595
Zeros 0
Zeros (%) 0.0%
Negatives 111963
Negatives (%) 52.4%
  • V9 is skewed right (γ1 = 0.5854)

Quantile Statistics

Minimum -11.1266
5-th Percentile -1.7538
Q1 -0.6445
Median -0.05
Q3 0.5972
95-th Percentile 1.7783
Maximum 15.595
Range 26.7216
IQR 1.2417

Descriptive Statistics

Mean 0.00031237
Standard Deviation 1.0975
Variance 1.2045
Sum 66.723
Skewness 0.5854
Kurtosis 3.6689
Coefficient of Variation 3513.4272
  • V9 is not normally distributed (p-value 3.6307240638612566e-12)
  • V9 has 6131 outliers

V10

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.001504
Minimum -23.2283
Maximum 23.7451
Zeros 0
Zeros (%) 0.0%
Negatives 119879
Negatives (%) 56.1%
  • V10 is skewed right (γ1 = 1.3461)

Quantile Statistics

Minimum -23.2283
5-th Percentile -1.3355
Q1 -0.5336
Median -0.09207
Q3 0.4558
95-th Percentile 1.5481
Maximum 23.7451
Range 46.9734
IQR 0.9894

Descriptive Statistics

Mean 0.001504
Standard Deviation 1.0852
Variance 1.1776
Sum 321.196
Skewness 1.3461
Kurtosis 30.5359
Coefficient of Variation 721.6584
  • V10 is not normally distributed (p-value 5.238985447856662e-20)
  • V10 has 7079 outliers

V11

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00050761
Minimum -4.7975
Maximum 12.0189
Zeros 0
Zeros (%) 0.0%
Negatives 109213
Negatives (%) 51.1%
  • V11 is skewed right (γ1 = 0.3448)

Quantile Statistics

Minimum -4.7975
5-th Percentile -1.5721
Q1 -0.7611
Median -0.03219
Q3 0.7385
95-th Percentile 1.6111
Maximum 12.0189
Range 16.8164
IQR 1.4997

Descriptive Statistics

Mean -0.00050761
Standard Deviation 1.0189
Variance 1.0382
Sum -108.4285
Skewness 0.3448
Kurtosis 1.5048
Coefficient of Variation -2007.313
  • V11 is not normally distributed (p-value 3.790023956287174e-05)
  • V11 has 580 outliers

V12

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00046903
Minimum -18.6837
Maximum 7.8484
Zeros 0
Zeros (%) 0.0%
Negatives 90885
Negatives (%) 42.5%
  • V12 is skewed left (γ1 = -2.2373)

Quantile Statistics

Minimum -18.6837
5-th Percentile -1.9682
Q1 -0.4049
Median 0.1384
Q3 0.6169
95-th Percentile 1.2411
Maximum 7.8484
Range 26.5321
IQR 1.0218

Descriptive Statistics

Mean -0.00046903
Standard Deviation 0.9965
Variance 0.993
Sum -100.1881
Skewness -2.2373
Kurtosis 19.587
Coefficient of Variation -2124.5817
  • V12 is not normally distributed (p-value 9.73398546516419e-14)
  • V12 has 11565 outliers

V13

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00068505
Minimum -5.7919
Maximum 4.569
Zeros 0
Zeros (%) 0.0%
Negatives 108223
Negatives (%) 50.7%
  • V13 is skewed right (γ1 = 0.0634)

Quantile Statistics

Minimum -5.7919
5-th Percentile -1.6403
Q1 -0.6495
Median -0.01488
Q3 0.6616
95-th Percentile 1.6094
Maximum 4.569
Range 10.3609
IQR 1.3111

Descriptive Statistics

Mean -0.00068505
Standard Deviation 0.9953
Variance 0.9906
Sum -146.3292
Skewness 0.06341
Kurtosis 0.1887
Coefficient of Variation -1452.8814
  • V13 is not normally distributed (p-value 0.0030049329241109814)
  • V13 has 2520 outliers

V14

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00071831
Minimum -19.2143
Maximum 10.5268
Zeros 0
Zeros (%) 0.0%
Negatives 100394
Negatives (%) 47.0%
  • V14 is skewed left (γ1 = -1.9812)

Quantile Statistics

Minimum -19.2143
5-th Percentile -1.4404
Q1 -0.4267
Median 0.04983
Q3 0.4935
95-th Percentile 1.393
Maximum 10.5268
Range 29.7411
IQR 0.9202

Descriptive Statistics

Mean -0.00071831
Standard Deviation 0.9576
Variance 0.917
Sum -153.4337
Skewness -1.9812
Kurtosis 23.4968
Coefficient of Variation -1333.137
  • V14 is not normally distributed (p-value 1.0019435618577996e-15)
  • V14 has 10503 outliers

V15

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00010183
Minimum -4.4989
Maximum 5.8257
Zeros 0
Zeros (%) 0.0%
Negatives 102196
Negatives (%) 47.8%
  • V15 is skewed left (γ1 = -0.3143)

Quantile Statistics

Minimum -4.4989
5-th Percentile -1.5949
Q1 -0.583
Median 0.04731
Q3 0.6503
95-th Percentile 1.3734
Maximum 5.8257
Range 10.3246
IQR 1.2334

Descriptive Statistics

Mean 0.00010183
Standard Deviation 0.9154
Variance 0.838
Sum 21.7521
Skewness -0.3143
Kurtosis 0.2504
Coefficient of Variation 8989.6089
  • V15 is not normally distributed (p-value 0.0022841660524418723)
  • V15 has 2171 outliers

V16

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.001255
Minimum -13.2568
Maximum 6.3519
Zeros 0
Zeros (%) 0.0%
Negatives 99198
Negatives (%) 46.4%
  • V16 is skewed left (γ1 = -1.1109)

Quantile Statistics

Minimum -13.2568
5-th Percentile -1.4894
Q1 -0.4669
Median 0.06748
Q3 0.5241
95-th Percentile 1.3249
Maximum 6.3519
Range 19.6087
IQR 0.9909

Descriptive Statistics

Mean 0.001255
Standard Deviation 0.8738
Variance 0.7635
Sum 268.0228
Skewness -1.1109
Kurtosis 9.5979
Coefficient of Variation 696.3902
  • V16 is not normally distributed (p-value 2.9779577037603e-11)
  • V16 has 6119 outliers

V17

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.0006009
Minimum -25.1628
Maximum 9.2071
Zeros 0
Zeros (%) 0.0%
Negatives 115056
Negatives (%) 53.9%
  • V17 is skewed left (γ1 = -3.8747)

Quantile Statistics

Minimum -25.1628
5-th Percentile -0.9833
Q1 -0.4836
Median -0.06414
Q3 0.4011
95-th Percentile 1.2729
Maximum 9.2071
Range 34.3699
IQR 0.8847

Descriptive Statistics

Mean 0.0006009
Standard Deviation 0.8443
Variance 0.7128
Sum 128.3549
Skewness -3.8747
Kurtosis 97.1211
Coefficient of Variation 1404.9805
  • V17 is not normally distributed (p-value 1.406161621122522e-16)
  • V17 has 5532 outliers

V18

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.0003967
Minimum -9.4987
Maximum 5.0411
Zeros 0
Zeros (%) 0.0%
Negatives 107208
Negatives (%) 50.2%
  • V18 is skewed left (γ1 = -0.257)

Quantile Statistics

Minimum -9.4987
5-th Percentile -1.3605
Q1 -0.4987
Median -0.003726
Q3 0.5006
95-th Percentile 1.3957
Maximum 5.0411
Range 14.5398
IQR 0.9993

Descriptive Statistics

Mean -0.0003967
Standard Deviation 0.8378
Variance 0.7019
Sum -84.7374
Skewness -0.257
Kurtosis 2.5628
Coefficient of Variation -2111.8624
  • V18 is not normally distributed (p-value 2.3472561045567885e-08)
  • V18 has 5692 outliers

V19

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.000425
Minimum -7.2135
Maximum 5.592
Zeros 0
Zeros (%) 0.0%
Negatives 106327
Negatives (%) 49.8%
  • V19 is skewed right (γ1 = 0.1063)

Quantile Statistics

Minimum -7.2135
5-th Percentile -1.3575
Q1 -0.4569
Median 0.004036
Q3 0.4592
95-th Percentile 1.2854
Maximum 5.592
Range 12.8055
IQR 0.9161

Descriptive Statistics

Mean -0.000425
Standard Deviation 0.8147
Variance 0.6637
Sum -90.7812
Skewness 0.1063
Kurtosis 1.735
Coefficient of Variation -1916.9748
  • V19 is not normally distributed (p-value 2.042977571026262e-08)
  • V19 has 7650 outliers

V20

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.001225
Minimum -25.2223
Maximum 39.4209
Zeros 0
Zeros (%) 0.0%
Negatives 126574
Negatives (%) 59.3%
  • V20 is skewed left (γ1 = -0.6094)

Quantile Statistics

Minimum -25.2223
5-th Percentile -0.5586
Q1 -0.2112
Median -0.06178
Q3 0.1343
95-th Percentile 0.8382
Maximum 39.4209
Range 64.6432
IQR 0.3455

Descriptive Statistics

Mean 0.001225
Standard Deviation 0.7718
Variance 0.5956
Sum 261.5783
Skewness -0.6094
Kurtosis 199.1206
Coefficient of Variation 630.2177
  • V20 is not normally distributed (p-value 5.443748226274404e-25)
  • V20 has 20819 outliers

V21

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -9.7347e-05
Minimum -34.8304
Maximum 27.2028
Zeros 0
Zeros (%) 0.0%
Negatives 114904
Negatives (%) 53.8%
  • V21 is skewed right (γ1 = 3.8463)

Quantile Statistics

Minimum -34.8304
5-th Percentile -0.5071
Q1 -0.2287
Median -0.0295
Q3 0.1865
95-th Percentile 0.5378
Maximum 27.2028
Range 62.0332
IQR 0.4152

Descriptive Statistics

Mean -9.7347e-05
Standard Deviation 0.7359
Variance 0.5416
Sum -20.7937
Skewness 3.8463
Kurtosis 209.3054
Coefficient of Variation -7560.0848
  • V21 is not normally distributed (p-value 1.7921386309592162e-19)
  • V21 has 10893 outliers

V22

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -0.00083458
Minimum -10.9331
Maximum 10.5031
Zeros 0
Zeros (%) 0.0%
Negatives 106142
Negatives (%) 49.7%
  • V22 is skewed left (γ1 = -0.2363)

Quantile Statistics

Minimum -10.9331
5-th Percentile -1.0829
Q1 -0.5436
Median 0.006218
Q3 0.5283
95-th Percentile 1.1303
Maximum 10.5031
Range 21.4362
IQR 1.0719

Descriptive Statistics

Mean -0.00083458
Standard Deviation 0.7269
Variance 0.5283
Sum -178.2697
Skewness -0.2363
Kurtosis 3.0002
Coefficient of Variation -870.9419
  • V22 is not normally distributed (p-value 1.7996409164285102e-10)
  • V22 has 988 outliers

V23

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.0006171
Minimum -44.8077
Maximum 22.5284
Zeros 0
Zeros (%) 0.0%
Negatives 111214
Negatives (%) 52.1%
  • V23 is skewed left (γ1 = -5.5314)

Quantile Statistics

Minimum -44.8077
5-th Percentile -0.4726
Q1 -0.1622
Median -0.01099
Q3 0.1476
95-th Percentile 0.4891
Maximum 22.5284
Range 67.3361
IQR 0.3098

Descriptive Statistics

Mean 0.0006171
Standard Deviation 0.6337
Variance 0.4016
Sum 131.8155
Skewness -5.5314
Kurtosis 458.2979
Coefficient of Variation 1026.91
  • V23 is not normally distributed (p-value 6.247128409461521e-25)
  • V23 has 13880 outliers

V24

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00052396
Minimum -2.8366
Maximum 4.0229
Zeros 0
Zeros (%) 0.0%
Negatives 95792
Negatives (%) 44.9%
  • V24 is skewed left (γ1 = -0.5513)

Quantile Statistics

Minimum -2.8366
5-th Percentile -1.1428
Q1 -0.3543
Median 0.04103
Q3 0.4404
95-th Percentile 0.8696
Maximum 4.0229
Range 6.8595
IQR 0.7947

Descriptive Statistics

Mean 0.00052396
Standard Deviation 0.6059
Variance 0.3671
Sum 111.9212
Skewness -0.5513
Kurtosis 0.6301
Coefficient of Variation 1156.3389
  • V24 is not normally distributed (p-value 1.0639186357948873e-06)
  • V24 has 3580 outliers

V25

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00017641
Minimum -10.2954
Maximum 7.5196
Zeros 0
Zeros (%) 0.0%
Negatives 104440
Negatives (%) 48.9%
  • V25 is skewed left (γ1 = -0.4022)

Quantile Statistics

Minimum -10.2954
5-th Percentile -0.8257
Q1 -0.3163
Median 0.01696
Q3 0.3513
95-th Percentile 0.7606
Maximum 7.5196
Range 17.815
IQR 0.6677

Descriptive Statistics

Mean 0.00017641
Standard Deviation 0.5217
Variance 0.2722
Sum 37.6812
Skewness -0.4022
Kurtosis 4.4596
Coefficient of Variation 2957.3271
  • V25 is not normally distributed (p-value 2.311273842458344e-13)
  • V25 has 4043 outliers

V26

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean -8.5206e-05
Minimum -2.6046
Maximum 3.5173
Zeros 0
Zeros (%) 0.0%
Negatives 113838
Negatives (%) 53.3%
  • V26 is skewed right (γ1 = 0.5754)

Quantile Statistics

Minimum -2.6046
5-th Percentile -0.6971
Q1 -0.3266
Median -0.05217
Q3 0.2405
95-th Percentile 0.9222
Maximum 3.5173
Range 6.1219
IQR 0.5672

Descriptive Statistics

Mean -8.5206e-05
Standard Deviation 0.482
Variance 0.2323
Sum -18.2005
Skewness 0.5754
Kurtosis 0.9172
Coefficient of Variation -5656.6728
  • V26 is not normally distributed (p-value 2.2226531019142826e-06)
  • V26 has 4276 outliers

V27

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00017781
Minimum -22.5657
Maximum 12.1524
Zeros 0
Zeros (%) 0.0%
Negatives 105788
Negatives (%) 49.5%
  • V27 is skewed left (γ1 = -2.813)

Quantile Statistics

Minimum -22.5657
5-th Percentile -0.4147
Q1 -0.07085
Median 0.001322
Q3 0.09092
95-th Percentile 0.3878
Maximum 12.1524
Range 34.7181
IQR 0.1618

Descriptive Statistics

Mean 0.00017781
Standard Deviation 0.401
Variance 0.1608
Sum 37.9814
Skewness -2.813
Kurtosis 131.5465
Coefficient of Variation 2255.1989
  • V27 is not normally distributed (p-value 6.152627006178446e-25)
  • V27 has 29408 outliers

V28

numerical

Approximate Distinct Count 207709
Approximate Unique (%) 97.2%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 0.00010315
Minimum -11.7109
Maximum 33.8478
Zeros 0
Zeros (%) 0.0%
Negatives 94375
Negatives (%) 44.2%
  • V28 is skewed right (γ1 = 12.7654)

Quantile Statistics

Minimum -11.7109
5-th Percentile -0.3166
Q1 -0.05271
Median 0.01132
Q3 0.07844
95-th Percentile 0.2568
Maximum 33.8478
Range 45.5587
IQR 0.1312

Descriptive Statistics

Mean 0.00010315
Standard Deviation 0.3358
Variance 0.1128
Sum 22.0329
Skewness 12.7654
Kurtosis 1031.4337
Coefficient of Variation 3255.7444
  • V28 is not normally distributed (p-value 2.1091807349118396e-24)
  • V28 has 22795 outliers

Amount

numerical

Approximate Distinct Count 28451
Approximate Unique (%) 13.3%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 3.3 MB
Mean 88.7485
Minimum 0
Maximum 19656.53
Zeros 1384
Zeros (%) 0.6%
Negatives 0
Negatives (%) 0.0%
  • Amount is skewed right (γ1 = 14.3793)

Quantile Statistics

Minimum 0
5-th Percentile 0.92
Q1 5.52
Median 22
Q3 77.51
95-th Percentile 366.9
Maximum 19656.53
Range 19656.53
IQR 71.99

Descriptive Statistics

Mean 88.7485
Standard Deviation 247.7125
Variance 61361.4923
Sum 1.8957e+07
Skewness 14.3793
Kurtosis 541.4315
Coefficient of Variation 2.7912
  • Amount is not normally distributed (p-value 4.468891444905237e-25)
  • Amount has 23898 outliers

Class

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 13.4 MB
  • The largest value (0) is over 609.3 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 213605
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 609.3 times larger than the second largest value (1)
  • Class has words of constant length

Interactions

Correlations

Missing Values